A deflation technique is a way to remove already known eigenvalues/eigenpairs from possibly being computed again.It is critical for any efficient eigensolver.In this talk,we will investigate a couple of deflation techniques for the linear response eigenvalue problem.We will also discuss an extended locally optimal preconditioned conjugate gradient method and present numerical examples to demonstrate the efficiency of both the deflation techniques and the conjugate gradient type methods.